{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c1c417be",
   "metadata": {},
   "source": [
    "## Matplotlib多图布局\n",
    "- 子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "323ca4ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 环境\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23c4b3b8",
   "metadata": {},
   "source": [
    "- subplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "5fc7dacf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2行2列\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "#plt.grid()\n",
    "\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, 50)\n",
    "y = np.sin(x)\n",
    "\n",
    "sub1 = plt.subplot(221)\n",
    "sub1.plot(x, y)\n",
    "#sub1.grid()\n",
    "sub1.set_title('sin(x)')\n",
    "\n",
    "sub2 = plt.subplot(222)\n",
    "sub2.plot(x, np.cos(x))\n",
    "sub2.grid()\n",
    "sub2.set_title('cos(x)')\n",
    "\n",
    "sub3 = plt.subplot(2, 2, 3)\n",
    "x3 = np.linspace(-np.pi / 2 + 0.2, np.pi / 2 - 0.2, 80)\n",
    "y3 = np.tan(x3)\n",
    "sub3.plot(x3, y3)\n",
    "sub3.grid()\n",
    "sub3.set_title('tan(x)')\n",
    "\n",
    "sub4 = plt.subplot(2, 2, 4)\n",
    "x4 = np.linspace(0 + 0.2, np.pi - 0.2, 100)\n",
    "y4 = 1 / np.tan(x4)\n",
    "sub4.plot(x4, y4)\n",
    "sub4.grid()\n",
    "sub4.set_title('cot(x)')\n",
    "\n",
    "# 自动调整布局(处理图形重叠问题)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "add96f7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, 100)\n",
    "\n",
    "sub1 = plt.subplot(2, 2, 1)\n",
    "sub1.plot(x, np.sin(x))\n",
    "sub1.set_title('sin(x)')\n",
    "sub1.grid()\n",
    "\n",
    "sub2 = plt.subplot(2 ,2, 2)\n",
    "sub2.plot(x, np.cos(x))\n",
    "sub2.set_title('cos(x)')\n",
    "sub2.grid()\n",
    "\n",
    "#sub3 = plt.subplot(2, 2, [3, 4]) # MATLAB的分法（matplotlib不行）\n",
    "sub3 = plt.subplot(2, 1, 2)\n",
    "x2 = np.linspace(- 2 * np.pi, 2 * np.pi, 200)\n",
    "sub3.plot(x2, np.sin(x2))\n",
    "sub3.set_title('sin(x)')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28400a67",
   "metadata": {},
   "source": [
    "- 使用subplots()函数（这个跟MATLAB的默认行为有点像）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f5baf73f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2*np.pi)\n",
    "\n",
    "# 三行三列\n",
    "fig, subs = plt.subplots(3, 3)\n",
    "row1, row2, row3 = subs\n",
    "sub11, sub12, sub13 = row1\n",
    "sub21, sub22, sub23 = row2\n",
    "sub31, sub32, sub33 = row3\n",
    "\n",
    "fig.set_figwidth(8)\n",
    "fig.set_figheight(8)\n",
    "#fig.tight_layout() # 写在这里不好用\n",
    "\n",
    "sub11.plot(x, np.sin(x))\n",
    "sub11.set_title('sin(x)')\n",
    "\n",
    "sub22.plot(x, np.cos(x))\n",
    "sub22.set_title('con(x)')\n",
    "\n",
    "sub33.plot(x, np.tan(x))\n",
    "sub33.set_title('tan(x) 定义域修正一下就好了')\n",
    "\n",
    "fig.tight_layout() # 写在这里才管用"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3725cd9b",
   "metadata": {},
   "source": [
    "- 图形嵌套\n",
    "- add_subplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a675b2ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21bb42eb220>]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Hb76KX98ai6+3ujw1h2afdLCqqoqlS5cyY8aMerfLzs5myJAhbNy4kd27d5Obm0tqamq9bZYsWYLFYql7xcfHN2fpIh2OYRi8d6aS0Z8W8eq/A2lyT18+vrkrd/f2VyAVEXHBnhPFJP1xO0veP0RFtYNh0aG8//BNzB43QIG0GZkMwzCa8wMff/xxNm3axK5duxrVR3Tr1q1MnTqVgoKCK27zzSul+fn5xMfHU/LuZoIDAr9T3SIdzalyB/MOWtlcUAVAX39Pnk4I4sYws5sraz+sZaVYJoykpKSE4OBgd5cjIq2spLya3208xNqdJzEM6OLvTcrtcfxoSKSebNcIVqsVi8XS4Lm0WaeE+vDDD1m5ciU7duxo9KClkJAQCgsLsdvtmM2X/9I0m82XrLNard+pXpGOqNpp8FJOOc8fLaXSCT4m+OVVAcyICcDXUydREZGGGIbBW/tPs/CdgxSW1v6wnzokktTb4wgN8HFzdR1Xs4XS48ePc88997BixQqXbqtPnTqV2bNnM3z4cKC2j2mPHj2uGEhFpGG7i6tIzbRyuNQBwPBQb55OCCY2UFMSi4i4IrewjLnrM9l+tBCAq7oFsGjKIIbHdHVzZR1fs3xTVVRUMHHiRJKTk5k8eTKlpaUABAQEYLPZ8PPz+9aV08GDBzNr1izS09MpKCggLS2twX6oInJ5F6uc/O5wKWtP1T5jOdTbxJy4IO7o6atbTCIiLrDXOHhh63H+tPkoVTVOfLw8eGhkLA+MiMHspX6jraFZQunGjRvJysoiKyuLF198se79nJwcbrnlFtLT00lOTr6kTUpKCidOnGDMmDF0796d6dOnk5KS0hzliHQahmGw/nQlTx+yUVRV2z38x5G+PDkgiC4+zT6OUUSkQ/riWBFz1mdwvKAMgJv6hbFwciJ9wwLcXFnn0uwDnVpTXl4eUVFRGugkndLxshrmHrDxeVFtf6d+gZ4sSghmWKj6OzUXDXQS6diKSu0sei+LN/fmAxAWaCZtYhyTvtdTd5makVsGOolIy6t0GKw4XsaKY2VUGWD2gN/EBvKLaH98PHQSFRFpiNNp8MaeUyx5/xAXy6sxmeCea3vz2LiBWPz0MBF3USgVaUc+L6pi7gErx8tqBzKNCPNhYUIQvf31pywi4orD52zMXZfJztwLAAzsEcTiOwbx/d5XfniPtI5GdTrbsGEDMTExeHl5ce2115KVlVXv9vPnz8dkMn3rtWXLFgCSkpIueX/06NFN3hGRjqzQ7mTW/hLu3lnM8TIH3cwe/OlqC6/+IESBVETEBRVVDn7/wSFuf/5TduZewM/bk9TbB/L2QzcqkLYRLvcpPXbsGEOHDmXlypWMGDGChx56iPz8fD777LMrtqmsrKSysrJu+eTJk4wePZojR45gsVjo2bMnmzZtIjIyEgBvb28CAlzvVKw+pdLROQ2Dv+dV8Ex2KSXVBibgJ739mN0/kGBvDWRqaepTKtIxbMk+T9qGTE5dqJ2hZHRcOAsmJ9ArxM/NlXUOzd6nNCsri8WLF3PnnXcCMH36dMaPH19vG19fX3x9feuWH3/8cWbNmoXFYiEvLw/DMEhMTHS1BJFOJdtWw5wDVnYXVwMQH+TF4sRgrg5RfycREVect1ay4J2DvPvVGQAiLL7Mn5TAuIQebq5MLsflUDpx4sRLlrOzs4mNjXX5Hzp9+jTr1q0jJycHqJ0s3+FwEBkZSXFxMUlJSaxYsYIuXXQJXTq3CofB80dLeSmnnBoD/D1NPNIvgJ/18cdLA5lERBrkcBqs+dcJnv0gG5u9Bg8T3HtDNLPG9CfQrC5PbVWTjkxVVRVLly5l1qxZLrdZuXIld999N4GBtbfZs7OzGTJkCEuXLsXDw4N7772X1NRUVqxYccXPsNvt2O32umWbzdaU8kXarM3n7aQdtJJX4QRgbLiZ+XFB9PTTxM0iIq7IzC9hzroM9ueVAPC9SAuLpgwisZfFzZVJQ5o0T+njjz/Opk2b2LVrl0vPuP/6iugnn3xCXFzcZbfZunUrU6dOpaCg4IqfM3/+fBYsWPCt99WnVNq7c5UOFmTZeO9s7Y+unr4eLIgPYky4bwMtpSWpT6lI+1Fmr2H5h4d55bMcnAYEmb14bPwA7rm2D566y+RWLTZP6YcffsjKlSvZsWOHS4EUYPPmzYSFhV0xkAKEhIRQWFiI3W7HbDZfdpuUlBQeeeSRuuX8/Hzi4+MbtwMibYjDMHj9RAVLD5dS6jDwNMHP+/ozMzaAAC8NZBIRccXGA2eZ/9YBzpTUDq6eMDiCeRPjCQ/WD/v2pFGh9Pjx49xzzz2sWLGiUWHwH//4B1OmTLnkvalTpzJ79myGDx8O1PYx7dGjxxUDKYDZbL5kvdVqbUz5Im1KZkk1qQesfFVSA8DVFm8WJwYRH6yBTCIirsi/WMFTGw7wUdY5AKJC/Vg4OZFbBnR3c2XSFC6H0oqKCiZOnEhycjKTJ0+mtLQUgICAAGw2G35+fle8cvrBBx/w2muvXfLe4MGDmTVrFunp6RQUFJCWlsaMGTO+w66ItA+lNU6WHS7jtRPlOIEgLxNPDAjk7ig/PPRYOxGRBtU4nLzyWS7PfXSY8ioHXh4mHrg5hodu7Yefj/rgt1cuh9KNGzeSlZVFVlYWL774Yt37OTk53HLLLaSnp5OcnPytdseOHeP06dMMHTr0kvdTUlI4ceIEY8aMoXv37kyfPp2UlJSm74lIG2cYBhvP2Zl/0MZZe+1ApkkRvsyNC6S7WSdRERFXfHmymNR1mWSdqb1bOrRvFxZNGUT/8CA3VybfVZMGOrUVmjxf2ou8CgdPHbDycUEVAL39PHk6IYibu125u4q4nwY6ibQdJRXVPLvxEGv+dRLDgBB/b1JuG8iPhkThoYFMbVqLDXQSEddVOw1ezi0n/WgpFQ7wNsEvYwL41VUB+HrqJCoi0hDDMHj7qzMsfOcgBbbaGUru+H4v5tweR9dA/bDvSBRKRVrInuIq5hywcchWO5BpWBdvFicGExuoPzsREVecKCpj7vpMPj1SCEBMWABPT0nk+qvC3FyZtAR9O4o0s5JqJ7/LLmXtqQoMoIu3idSBQUzt5YtJA5lERBpUVeNk1bZj/PGTo9hrnPh4efCrW2L55S0xmL3UB7+jUigVaSaGYfDWmUoWZpVSWFU7kOlHvXxJGRhEqI/mHBURccW/jhcxZ30mR8/XzvJzQ2xXnk4eRHRYgJsrk5amUCrSDHLLaph7wMb2otqBTLEBnjydEMzwrj5urkxEpH24UFbFkveyeGNPHgBhgT7MnRDP5Kt76i5TJ6FQKvId2B0GL+SU8adjZVQ5wewBD10VwAMxAfhoNKiISIMMw+CNPXkseS+L4vJqAO4a1psnxw/E4q+HiXQmCqUiTfRFURVzDlg5XuYA4KYwH56OD6JPgP6sRERccfS8jdR1mezMuQDAwB5BLJqSyJA+oW6uTNxB354ijVRkd7Io28ab+bXPWA7z8WBeXBBJEWbdYhIRcUFltYM/bz7Kyq3HqHYY+Hl7MnN0P35+YzTenuqD31kplIq4yGkYvJFXyZJsGxerDUzAPb39eKx/IBZvnURFRFyx7XABaRsyOVFUDsCtA7uzYFICUaH+bq5M3E2hVMQFR2w1zDlgZWdxbX+nuCAvFicGc02I+juJiLjivK2She9k8fb+0wCEB5uZn5TA+MQeusskgEKpSL0qHAZ/OlbGquNlVBvg5wmP9Avk3j7+eGkgk4hIg5xOgzU7T/L7Dw5hq6zBwwT/fX1fHhnTnyBf/bCX/6NQKnIFWwrspB2wcaqidiDT6O5mFsQH0ctPEzeLiLji4Gkrqesy2HfqIgCDellYPGUQgyIt7i1M2iSFUpFvOF/pYEGWjXfP1j5jOcLXg/nxQYwL93VzZSIi7UOZvYb0jw7z8me5OJwGgWYvZo/tz0+u64un7jLJFSiUivybwzBYc7KCZw+XYqsx8ADu7evPrH4BBHppIJOIiCs+PHiOpzZkcrqkdoaS2wf1YN7EBHpY9MNe6qdQKgJkllQz54CV/SU1AHzP4sWihGASLervJCLiitMXK5j/1gE2HTwHQGQXPxZOTmTkwO5urkzaC4VS6dTKapwsP1LGK7nlOIEgLxOP9w/k7t5+eGo0qIhIg2ocTl79PJfnPjxMWZUDLw8T998Uw8Oj+uHnoz744rpmuye5YcMGYmJi8PLy4tprryUrK6vBNlu3biUuLo6wsDCWL1/eXKWIuGTjuUpGf1rE6n8H0okRZj6+qSs/6eOvQCoi4oJ9py4y6U+f8fS7WZRVORjSpwvv/OZGnrxtoAKpNFqzhNJjx45x77338swzz5Cfn0+fPn24//77621TUFDApEmTuOuuu/jiiy9Ys2YNmzdvbo5yROqVX+Hg/j0XeXBvCWcqnUT5efLqD0L409UhdPfVSVREpCHWymrmbchkyl8+4+AZKxY/b5bcMYg3HryOgT2C3V2etFPNcvs+KyuLxYsXc+eddwIwffp0xo8fX2+bNWvWEBERQVpaGiaTiXnz5rF69WpGjhzZHCWJfEuN0+CVE+U8d6SMcoeBlwkeiPbnodhA/Dx1ZVREpCGGYfBuxhl++/ZBzttqZyiZck0v5kyIIyzQ7ObqpL1rllA6ceLES5azs7OJjY2tt83+/fu59dZb657iMGzYMFJSUuptY7fbsdvtdcs2m62JFUtn8+XFalIzrWTZagcyDevizdMJwfQPUrdqERFXnCwqJ21DJlsPFwAQHRbA08mJ3BAb5ubKpKNo9m/kqqoqli5dyqxZs+rdzmq1Eh8fX7ccHBxMfn5+vW2WLFnCggULmqVO6RxKqp08e7iUNScrMIAQbxOpA4KYGumLh/qNiog0qKrGyYufHucPHx/BXuPEx9OD6bdcxfRbrsLXW12epPk0eyidO3cugYGBPPDAA/X/w15emM3/d6nf19eX8vLyetukpKTwyCOP1C3n5+dfEmxFvmYYBm+fsbPwkI0CuxOAH/byJXVAEF3NmnNURMQVu3IvkPpmBkfOlwJw/VVdWZicyFXdAt1cmXREzRpKP/zwQ1auXMmOHTvw9q5/fsfQ0FAKCgrqlm02Gz4+PvW2MZvNlwRZq9X63QqWDulEWQ1zD9r4tLAKgJgATxYlBHNd1/r/+xIRkVrFZVU88/4h/r77FABdA3yYMyGOKdf0qut2J9Lcmi2UHj9+nHvuuYcVK1a4dPVy6NChrF27tm5537599OrVq7nKkU6oymmw6ngZfzxWht0JPh7w66sCeDA6ALMGMomINMgwDN7cm8+i97K4UFb7w37a0CievG0gIf76YS8tq1lCaUVFBRMnTiQ5OZnJkydTWlp7mT8gIACbzYafn9+3rpxOmjSJX/3qV2zevJmbbrqJpUuXMm7cuOYoRzqhf12oYk6mlaNlDgBu7OrDwoQgogM0kElExBVHz5cyd30GO45fAKB/eCCLpgxiaN9QN1cmnUWzfGNv3LiRrKwssrKyePHFF+vez8nJ4ZZbbiE9PZ3k5ORL2oSFhbFs2TLGjRuHxWIhICCA1atXN0c50olcqHKy5JCNN/Jrn7Ec5uNBWlwgkyJ8dYtJRMQFldUO/rL5KCu3HqfK4cTX24OHR/Xnvhuj8fFSH3xpPc0SSpOTkzEM47LrcnNzr9huxowZjB07lqysLEaMGEFwsCbcFdcYhsEb+ZUsOWSjuLr2v727o/x4YkAgFm+dREVEXLH9SCFz12eQW1Q70HjkgG78dnIiUaH+bq5MOiO339uMjY1tcE5Tkf90tLSG1EwrO4urARgY5MWihCCGdFF/JxERVxTY7Cx69yDr950GoHuQmfmTErgtsYfuMonbuD2Uiriq0mHw52NlrDxeRrUBfp4wMzaQn/f1x9tDJ1ERkYY4nQZrd53kd+8fwlpZg8kEPx3eh0fHDSDYt/5Zc0RamkKptAvbCuykHbRxorx2INOobj4sSAgm0k8TN4uIuOLQWSupb2aw9+RFABJ7BbN4yiAGR4a4tS6RrymUSpt23u5gYZaNt8/UPl62h9mD+fFBjAs36xaTiIgLyqtqeP6jI7y0PQeH0yDAx5NHxw7gp9f1wctTffCl7VAolTbJaRisOVnB7w+XYqsx8AD+u48/j/YPIFCjQUVEXPJx1jnmbThA/sUKAMYn9OCpSfFEWPzcXJnItymUSptz0FpNaqaNfSW1A5kGW7xYnBBMokX9nUREXHGmpIIFbx3kgwNnAegV4sdvJycwKi7czZWJXJlCqbQZZTVO0o+W8XJuOQ4DAj1NzO4fyE/6+OGpW/UiIg1yOA1e+zyXZZuyKaty4Olh4v4bo3l4dD/8ffSVL21bo+6DbtiwgZiYGLy8vLj22mvJyspqsE1SUhImk6nuNXr06Lp1W7duJS4ujrCwMJYvX9746qXD+PBcJWM+LeLFnNpAensPMx/d3JWf9fVXIBURccFXeReZ/Oft/Padg5RVObimdwjvPHQjKbfHKZBKu+ByKD127Bj33nsvzzzzDPn5+fTp04f777+/wXZ79uwhIyOD4uJiiouL2bBhAwAFBQVMmjSJu+66iy+++II1a9awefPmpu+JtEunKxw8sPciv9hbwulKJ5F+HrwyJIS/XBNCD1+NrBcRaYitspr5bx0g+c+fkZlvJdjXi0VTEvnnL68nLkIPpZH2w+WfTllZWSxevJg777wTgOnTpzN+/Ph62+Tl5WEYBomJid9at2bNGiIiIkhLS8NkMjFv3jxWr17NyJEjr/h5drsdu91et2yz2VwtX9qYGqfBqyfKee5IGWUOAy8T/CLan9/EBuLnqSujIiINMQyD9zPPsuDtA5yz1n43Tr66J3MnxNMtyOzm6kQaz+VQOnHixEuWs7OzG3wS065du3A4HERGRlJcXExSUhIrVqygS5cu7N+/n1tvvbVuWp9hw4aRkpJS7+ctWbKEBQsWuFqytFH7LlYz54CVA9YaAIaEeLM4MZgBQbq9JCLiilMXypm3IZPN2QUA9O3qz8LkRG7q183NlYk0XZPm1qmqqmLp0qXMmDGj3u2ys7MZMmQIGzduZPfu3eTm5pKamgqA1WolOjq6btvg4GDy8/Pr/byUlBRKSkrqXgcPHmxK+eIm1mon8w5YmfLFBQ5Ya7B4m1iSGMQbw7sokIqIuKDa4WTFlmOMeW4rm7ML8PY08ZtbY/lg5s0KpNLuNSkJzJ07l8DAQB544IF6t3vyySd58skn65Z/97vfMXXqVFasWIGXlxdm8//dXvD19aW8vLzezzObzZe0sVqtTSlfWplhGLx71s5vs2yctzsBuKOnL6kDgwgza85RERFX7M69QOq6DA6fKwXg2uhQFk0ZRGz3QDdXJtI8Gh1KP/zwQ1auXMmOHTvw9m7cvJEhISEUFhZit9sJDQ2loKCgbp3NZsPHx6ex5Ugbd7K8hrQDNrYWVgEQE+DJ0wnBXN9Vx1pExBUXy6v43QeHWLvzFAChAT6k3h7HD7/fS0+2kw6lUZepjh8/zj333MOKFSuIj49vcPupU6eyY8eOuuVdu3bRo0cPzGYzQ4cOvWTdvn376NWrV2PKkTasymnw52NljPm0iK2FVfiYYGZsAO/d0FWBVETEBYZhsO7LPEYt21oXSO/8QSQfPzKCqUMiFUilw3H5SmlFRQUTJ04kOTmZyZMnU1pae/sgICAAm82Gn5/ft66cDh48mFmzZpGenk5BQQFpaWl1/VAnTZrEr371KzZv3sxNN93E0qVLGTduXDPumrjLrgtVpB6wcqTUAcD1XX14OiGImAD1GxURccXxglLmrs/k82NFAMR2D2TxlEEMiw51c2UiLcfllLBx40aysrLIysrixRdfrHs/JyeHW265hfT0dJKTky9pk5KSwokTJxgzZgzdu3dn+vTpdSPsw8LCWLZsGePGjcNisRAQEMDq1aubZ6/ELYqrnDyTbePveZUAdPUxMXdgEMk9ffWLXkTEBZXVDlZsOcaKLceocjgxe3nwm1H9+MVNMfh4qQ++dGwmwzAMdxZw9OhRsrKyGDFiBMHBjZvkNy8vj6ioKEre3UxwgDp6u4thGLx5upJFWTYuVNf+53RXlB9P9A8kxEcnUWm/rGWlWCaMpKSkpNHnJ5HG+vxoIXPXZ3K8sAyAm/t3Y+HkBPp0DXBzZSLfjdVqxWKxNHgudfv91NjY2AbnO5W261hpDXMPWPniQjUAAwK9WJQYxA+6qN+oiIgrCkvtLHo3i3Vf1k6L2C3IzFNJ8UwYFKG7TNKpuD2USvtU6TD4y7EyVh4vo8oAXw94ODaQ+6P98fbQSVREpCFOp8Hfd5/imfcPUVJRjckEPxneh9njBhDs27jZbUQ6AoVSabTthXbmHrCRW147kGlkNx9+Gx9MlL+eVS8i4orsszbmrMtg94liAOIjgll8xyCujgpxb2EibqRQKi4rsDtYdKiU9adrBzKFmz14Ki6I23qYdYtJRMQFFVUOnv/4CC99epwap4G/jyePjOnPz67vi5en+uBL56ZQKg1yGgZ/O1XBM9mlWGsMTMB/9/Hj0X6BBHnrJCoi4orNh86TtiGTvOIKAMbGhzN/UgI9Q/zcXJlI26BQKvU6ZKsmNdPG3ou1A5kSg71YnBjMYIv6O4mIuOKctZIFbx/gvYyzAPS0+LJgciJj4sPdXJlI26JQKpdVXmPw/NFSXsotx2FAgKeJR/sH8tPefnhpIJOISIMcToPXv8hl6abDlNpr8PQw8fMb+jJzdH8CzPr6Ffkm/VXIt3x83s68g1byK5wAjA8381RcEBF+GsgkIuKKzPwSUtdl8FVeCQBXR4WwaEoiCT0tbq5MpO1SKJU6ZyocLMiy8cE5OwC9fD34bUIwo7qb3VyZiEj7UGqvYdmmbF77PBenAUG+Xjw+fiB3D+uNp+4yidRLoVRwGAavnahg2eFSyhwGnia4v68/D8cG4u+lk6iISEMMw2DjgbPMf+sgZ621M5Qkfa8naRPj6B7k6+bqRNqHZh06XVRURHR0NLm5uS5tn5SUhMlkqnuNHj26OcsRF3xVUs3kzy/w2ywbZQ6D74d48+4NoaQMDFIgFRFxQV5xOfe/tptf/s9ezlor6R3qz2s/H8Yf77pGgVSkEZrtSmlhYSFJSUkuB1KAPXv2kJGRQWRkJADe3hrR3Vps1U6WHSnlrycqcALBXiaeHBDItCg/PDTnqIhIg6odTl7enkP6R0eoqHbg7WniwZuv4te3xuLrrT74Io3VbKF02rRpTJs2jR07dri0fV5eHoZhkJiY2FwliAsMw+D9s3YWZNk4Z68dyDQ5wpe5cYF0M+skKiLiij0nipmzLoNDZ20ADIsOZfGURGK7B7m5MpH2q9lC6apVq4iJiWHmzJkubb9r1y4cDgeRkZEUFxeTlJTEihUr6NKlS3OVJN9wqtzBvINWNhdUAdDX35OnE4K4MUwDmUREXFFSXs0zHxxi7c6TAHTx9ybl9jh+NCRST7YT+Y6aLZTGxMQ0avvs7GyGDBnC0qVL8fDw4N577yU1NZUVK1ZcsY3dbsdut9ct22y2JtfbmVQ7DV7KKef5o6VUOsHHBL+8KoAZMQH4euokKiLSEMMweGv/aRa+c5DC0tof9lOHRJJ6exyhAT5urk6kYzAZhmE06weaTOTk5NC3b99Gtdu6dStTp06loKDgitvMnz+fBQsWfOv9knc3ExwQ2NhSO4XdxVXMybSRXVoDwPBQb55OCCY2UBMviDTEWlaKZcJISkpKCA4Odnc54ia5hWXMXZ/J9qOFAFzVLYBFUwYxPKarmysTaR+sVisWi6XBc2mbSSYhISEUFhZit9sxmy9/OzklJYVHHnmkbjk/P5/4+PjWKrFduVjl5HeHS1l7qvYZy6HeJubEBXFHT1/dYhIRcYG9xsELW4/zp81Hqapx4uPlwUMjY3lgRAxmL/XBF2lubgulU6dOZfbs2QwfPhyo7WPao0ePKwZSALPZfMl6q9Xa4nW2N4ZhsP50JU8fslFUVXsR/MeRvjw5IIguPs06A5iISIf1xbEi5qzP4HhBGQA39Qtj4eRE+oYFuLkykY6rxUOp1WrFz8/vW9M9DR48mFmzZpGenk5BQQFpaWnMmDGjpcvp0I6X1ZB2wMZnRbX9nfoFerIoIZhhoervJCLiiqJSO4vey+LNvfkAhAWamZcUT9LgCN1lEmlhLR5KBw8eTHp6OsnJyZe8n5KSwokTJxgzZgzdu3dn+vTppKSktHQ5HVKlw2Dl8TL+cqyMKgPMHvCb2EB+Ee2Pjx5rJyLSIKfT4I09p1jy/iEulldjMsE91/bmsXEDsfhpDm2R1tDsofSb46auNJm+t7c3q1evZvXq1c1dQqfyeVEVcw9YOV7mAGBEmA8LE4Lo7d9muguLiLRph8/ZmLsuk525FwAY2COIxXcM4vu9NUWhSGtScmmnCu1OFh2yse507TOWu5k9eCouiAk9zLrFJCLigooqB3/85Airth2nxmng5+3JrDH9uPeGaLw91QdfpLUplLYzTsPgH3kVLMkupaTawAT8pLcfs/sHEuytk6iIiCu2ZJ8nbUMmpy7UzlAyOi6cBZMT6BXi5+bKRDovhdJ2JNtWw5wDVnYXVwMQH+TF4sRgrg5RfycREVect1ay4J2DvPvVGQAiLL7Mn5TAuIQebq5MRBRK24EKh8HzR0t5KaecGgP8PU080i+An/Xxx0sDmUREGuRwGqz51wme/SAbm70GDxPce0M0s8b0J9Csr0KRtkB/iW3c5vN20g5ayatwAjA23Mz8uCB6+mniZhERV2TmlzBnXQb780oA+F6khUVTBpHYy+LmykTkPymUtlHnKh0syLLx3lk7AD19PVgQH8SYcF83VyYi0j6U2WtY/uFhXvksB6cBQWYvHhs/gHuu7YOn7jKJtDkKpW2MwzB4/UQFSw+XUuow8DTBz/v6MzM2gAAvDWQSEXHFxgNnmf/WAc6U1M5QMmFwBPMmxhMerB/2Im2VQmkbkllSTeoBK1+V1ABwtcWbxYlBxAdrIJOIiCvyL1bw1IYDfJR1DoCoUD8WTk7klgHd3VyZiDREobQNKK1xsuxwGa+dKMcJBHmZeLx/IHf39sNTc46KiDSoxuHklc9yee6jw5RXOfDyMPHAzTE8dGs//HzUB1+kPVAodSPDMNh4zs78gzbO2msHMk2K8GVuXCDdzTqJioi44suTxaSuyyTrjBWAoX27sGjKIPqHB7m5MhFpDIVSN8mrcPDUASsfF1QB0NvPk6cTgri5m9nNlYmItA8lFdU8u/EQa/51EsOAEH9vUm4byI+GROGhgUwi7U6jRs5s2LCBmJgYvLy8uPbaa8nKymqwzapVq4iIiMDb25uxY8dy5syZunVJSUmYTKa61+jRoxu/B+1MtdPgheNljPm0kI8LqvA2wa+vCmDTTV0VSEVEXGAYBhv25TNq2Vb+Z0dtIL3j+734+JER/HhobwVSkXbK5VB67Ngx7r33Xp555hny8/Pp06cP999/f71ttm/fTlpaGq+//jo5OTlUVlYye/bsuvV79uwhIyOD4uJiiouL2bBhQ9P3pB3YU1xF0ucXWJJdSoUDhnXx5v0buzK7fyC+njqJiog05ERRGT99eScP/20fhaV2YroF8L+/uJbld15N10D9sBdpz1y+fZ+VlcXixYu58847AZg+fTrjx4+vt012djYrVqyouwL6dagFyMvLwzAMEhMTm1p7u1FS7eR32aWsPVWBAXTxNpE6MIipvXwxaSCTiEiDqmqcrNp2jD9+chR7jRMfLw9+PTKWB0fEYPZSH3yRjsDlUDpx4sRLlrOzs4mNja23zX333XfFNrt27cLhcBAZGUlxcTFJSUmsWLGCLl26XPHz7HY7dru9btlms7lavlsYhsFbZypZmFVKYVXtQKYf9fIlZWAQoT6ac1RExBU7jhcxd30mR8+XAnBDbFeeTh5EdFiAmysTkebUpGRUVVXF0qVLmTFjhsttioqKeOGFF+raZGdnM2TIEDZu3Mju3bvJzc0lNTW13s9YsmQJFoul7hUfH9+U8ltFblkNP9l1kYf3WymscnJVgCd/G9aFZwdbFEhFRFxwoayK2W/sZ9qqHRw9X0pYoA/pP76a/7nvWgVSkQ7IZBiG0dhGjz/+OJs2bWLXrl14e7s2sfuPf/xjSktLeffddy+7fuvWrUydOpWCgoIrfsY3r5Tm5+cTHx9PybubCQ4IbNxOtBC7w+CFnDL+dKyMKieYPeChqwL4RXQAZvUbFWlXrGWlWCaMpKSkhODgYHeX02kYhsEbe/JY8l4WxeXVANx9bW+eGDcQi78eJiLS3litViwWS4Pn0kZPCfXhhx+ycuVKduzY4XIgffnll9m2bRv79u274jYhISEUFhZit9sxmy/fWd1sNl+yzmq1Nqr2lvZFURVzDlg5XuYA4KYwH56OD6JPgGbeEhFxxdHzNlLXZbIz5wIAA3sEsWjKIIb0uXLXLhHpGBqVlo4fP84999zDihUrXL51vnPnTmbOnMnbb79NeHh43ftTp05l9uzZDB8+HKjtY9qjR48rBtK2rMjuZHG2jX/m1z5jOczHg3lxQSRFmDWQSUTEBZXVDv70yVFe2HaMaoeBn7cnM0f34+c3RuPtqS5PIp2By6G0oqKCiRMnkpyczOTJkyktre1wHhAQgM1mw8/P71tXTs+dO0dSUhJPPPEEQ4YMqWsTGBjI4MGDmTVrFunp6RQUFJCWltaoPqptgdMweCOvkiXZNi5WG5iAe3r78Vj/QCzeOomKiLhi2+EC0jZkcqKoHIBbB3ZnwaQEokL93VyZiLQml0Ppxo0bycrKIisrixdffLHu/ZycHG655RbS09NJTk6+pM3atWs5f/48c+fOZe7cuXXvG4ZBSkoKJ06cYMyYMXTv3p3p06eTkpLy3feolRyx1TDngJWdxbX9neKCvFiUEMT3u/i4uTIRkfbhvK2She9k8fb+0wD0CPZl/qR4xiX00F0mkU6oSQOd2oq8vDyioqJadaBThcPgT8fKWHW8jGoD/DzhkX6B3NvHHy89RUSkQ9FAp5bhdBqs2XmS339wCFtlDR4m+O/r+/Lo2AEEmtUHX6SjabGBTp3ZlgI7aQdsnKqoHcg0uruZBfFB9PLTxM0iIq44eNpK6roM9p26CMCgXhYWTxnEoEiLewsTEbdTKHXB+UoHC7JsvHu2djqqCF8P5scHMS7c182ViYi0D2X2GtI/OszLn+XicBoEmr2YPbY/P7muL566yyQiKJTWy2EYrDlZwbOHS7HVGHgA9/b1Z1a/AAK9NJBJRMQVHx48x1MbMjldUjtDye2DejBvYgI9LPphLyL/R6H0CjJLqplzwMr+khoAvmfxYlFCMIkWTdwsIuKK0xcrmP/WATYdPAdAZBc/Fk5OZOTA7m6uTETaIoXSbyircbL8SBmv5JbjBIK8TDzWP5B7evvhqdGgIiINqnE4efXzXJ778DBlVQ68PEzcf1MMD4/qh5+P+uCLyOUplP6HjecqmX/QxplKJwATI8ykDQwi3FcnURERV+w7dZHUNzM4eKb2iXtD+nRh0ZREBvbQ7AUiUj+FUiC/wsFTB218dL52IFOUnycLE4K4pVv7e7qUiIg7WCurWboxm9d3nMAwwOLnzZO3DeTHP4jCQwOZRMQFnTqU1jgNXjlRznNHyih3GHiZ4IFofx6KDcTPUydREZGGGIbBuxln+O3bBzlvq/1hP+WaXsyZEEdYoH7Yi4jrmnUIeVFREdHR0eTm5rq0/datW4mLiyMsLIzly5c3ZykN+vJiNUmfX2DRoVLKHQZDu3jz3g1deXxAkAKpiIgLThaV87NXdvHr//2S8zY70WEBrLn/Wp778dUKpCLSaM12pbSwsJCkpCSXA2lBQQGTJk3i0Ucf5a677mLatGlcc801jBw5srlKuqySaifPHi5lzckKDCDE20TqgCCmRvrioYFMIiINqqpx8uKnx/nDx0ew1zjx8fRg+i1XMf2Wq/D1Vh98EWmaZgul06ZNY9q0aezYscOl7desWUNERARpaWmYTCbmzZvH6tWr6w2ldrsdu91et2yz2VyuzzAM3j5jZ+EhGwX22oFMP+zlS+qAILqaNeeoiIgrduVeIPXNDI6cLwXg+qu6sjA5kau6tc6jnkWk42q2NLZq1Soefvhhl7ffv38/t956K6Z/X50cNmwYe/furbfNkiVLsFgsda/4+PhG1fjP/AoK7E5iAjxZO6wLywZbFEhFRFxQXFbFE//vK3608guOnC+la4APy+/8Hmvuv1aBVESaRbNdKY2JiWnU9lar9ZJQGRwcTH5+fr1tUlJSeOSRR+qW8/PzXQ6mJpOJhQlBrD9dyYPRAZjVb1REpEGGYfDPvfksfi+LC2VVAEwbGsWTtw0kxN/HzdWJSEfittH3Xl5emM3/1xHe19eX8vLyetuYzeZL2lit1kb9m739vfhNrH7Ri4i44uj5Uuauz2DH8QsADAgPYtGURH7QN9TNlYlIR+S2UBoaGkpBQUHdss1mw8dHv7pFRNytstrBXzYfZeXW41Q5nPh6e/DwqP7cf1M03p7q8iQiLcNtoXTo0KGsXbu2bnnfvn306tXLXeWIiAiw/Ughc9dnkFtUe+dq5IBu/HZyIlGh/m6uTEQ6uhb/yWu1Wqmurv7W+5MmTWL79u1s3ryZmpoali5dyrhx41q6HBERuYwCm52H//Yl/7X6X+QWldM9yMxf7vk+L/9sqAKpiLSKFr9SOnjwYNLT00lOTr7k/bCwMJYtW8a4ceOwWCwEBASwevXqli5HRET+g9NpsHbXSX73/iGslTWYTPDf1/Xl0bH9CfL1dnd5ItKJNHsoNQzjkuX6JtOfMWMGY8eOJSsrixEjRhAcHNykf8taXtboOkVEGvL1ueWb57WO4tBZK6lvZrD35EUAEnsFs3jKIAZHhri1LhHpnNzWp/RrsbGxxMbGNqltaWnt5M1RP5rYnCWJiFzCZrNhsVjcXUazKa+q4fmPjvDS9hwcToMAH08eHTuAn17XBy8NZBIRN3F7KP0uIiIiADh58qRLXxhWq5WoqChOnTrV6KuybVFH2h/tS9vUkfYFGr8/hmFgs9no2bNnK1TXOj7OOse8DQfIv1gBwPiEHjw1KZ4Ii5+bKxORzq5dh1IPj9pf9BaLpVFfmMHBwR3iC/ZrHWl/tC9tU0faF2jc/nSUK6RnSipY8NZBPjhwFoBeIX78dnICo+LC3VyZiEitdh1KRUSkfg6nwWuf57JsUzZlVQ48PUzcf2M0D4/uh7+PvgJEpO3QGUlEpIP6Ku8iqesyyMyvffrdNb1DWDxlEHERHeeqt4h0HJ0qlJrNZp566qlLHlXannWk/dG+tE0daV+g4+3Pldgqq1m26TB//SIXpwHBvl48cdtA7hraGw8Pk7vLExG5LJPRjuc6sVqtWCwWSkpKOlR/NxGRpjAMg/czz7Lg7QOcs9oBmHx1T+ZOiKdbUMcO4iLSdrma1zrVlVIRkY7q1IVy5m3IZHN2AQB9u/qzMDmRm/p1c3NlIiKuUSgVEWnHqh1OXvo0h+c/PkxltRNvTxPTR1zFjJGx+Hp7urs8ERGXKZSKiLRTu3MvkLoug8Pnah8kcm10KIumDCK2e6CbKxMRaTyFUhGRduZieRW/++AQa3eeAiA0wIfU2+P44fd7YTJpIJOItE8d6nlymZmZDB06lC5duvDYY4+59LzqrVu3EhcXR1hYGMuXL2+FKl3XlP1ZtWoVEREReHt7M3bsWM6cOdMKlTasKfvyterqagYNGsSWLVtarsBG+C77Mm3aNB566KEWrK5xmrIvzz77LOHh4QQHB/PDH/6QoqKiVqjUNUVFRURHR5Obm+vS9m357/9yDMNg3Zd5jFq2tS6Q3vmDSD5+ZARTh0QqkIpIu9ZhQqndbicpKYkhQ4awe/duDh48yKuvvlpvm4KCAiZNmsRdd93FF198wZo1a9i8eXPrFNyApuzP9u3bSUtL4/XXXycnJ4fKykpmz57dOgXXoyn78p9+//vfk5mZ2XIFNsJ32ZeNGzfyySefsHDhwpYt0kVN2Zdt27bx2muvsW3bNvbu3UtlZSWPPvpo6xTcgMLCQiZOnOhyIG3Lf/+Xc7yglHte+hez/r6forIqYrsH8o8Hr+P3U79HlwAfd5cnIvLdGe1YSUmJARglJSXGunXrjC5duhhlZWWGYRjGvn37jBtuuKHe9s8995wxYMAAw+l0GoZhGOvXrzfuueeeFq/bFU3Zn5deesn45z//Wbf88ssvG/3792/ROl3RlH352uHDh42QkBCjb9++xubNm1uwStc0dV/Ky8uNmJgYY/Xq1S1dosuasi/PPvus8dhjj9Utv/7668Z1113XonW6atSoUUZ6eroBGDk5OQ1u35b//v9TRVWNsXxTttEv9T2jzxPvGP3nvGf86ZMjhr3a4e7SRERc8p95rT6NulK6YcMGYmJi8PLy4tprryUrK6vBNvXdHmvOW2f79+9n+PDh+Pv7AzB48GAOHjzYYJtbb7217pbXsGHD2Lt373eqo7k0ZX/uu+8+7rjjjrrl7OxsYmNjW7ROVzRlX7724IMP8uSTT9KnT5+WLNFlTd2XhQsXUlFRgZeXF5988kmjbvm3lKbsS2JiIm+++SbHjh3j/PnzrF69mjFjxrRGuQ1atWoVDz/8sMvbt+W//699frSQ25//lOc/PkKVw8nN/buxadbN/GpkLD5eHeZGl4gI0Ijb98eOHePee+/lmWeeIT8/nz59+nD//ffX26a+22PNfevMarUSHR1dt2wymfD09KS4uNjlNsHBweTn5ze5hubUlP35T0VFRbzwwgvMmDGjpUp0WVP35ZVXXqGkpKTN3B6Gpu3LyZMnWb58ObGxsZw8eZLHHnuMO+64w+3BtCn7Mn78ePr160dsbCzh4eGUlZXx5JNPtka5DYqJiWnU9m3577+w1M6sv+/j7pf+xfHCMroFmfnT3dfw2r1D6dM1wN3liYi0CJdDaVZWFosXL+bOO+8kPDyc6dOns3v37nrbrFmzhoiICNLS0ujXrx/z5s1j9erVDa5rCi8vr289OtDX15fy8nKX2zS0fWtqyv78pxkzZnD99dczYcKEliivUZqyLwUFBaSkpLB69Wq8vNrOJBFN2ZdXX32V8PBwPvzwQ+bOncuWLVvYunUrH374YUuXW6+m7Ms//vEPTpw4waFDhygqKiIxMZH/+q//aulSW0Rb/Pt3Og3W7jzJqGVbWfdlPiYT/PS6Pnz86AgmDu6pgUwi0qG5/G0/ceLES5ZduTV8udtjKSkpDa67Ervdjt1ur1u2Wq11/zs0NPRbg2FsNhs+PlceABAaGkpBQYHL27empuzP115++WW2bdvGvn37Wqi6xmnKvsycOZP77ruPq6++uoWra5ym7EteXh6jRo2qC0BBQUH069ePnJycFq21IU3Zl7Vr1zJ9+nQGDBgAQHp6OhaLhYsXLxISEtKS5Ta7tvb3n33Wxpx1Gew+UXulOj4imMV3DOLqqBC31SQi0pqa1CmpqqqKpUuXNnhruL7bY025dbZkyRIsFkvdKyoqqm7d0KFD2bFjR91ybm4udrud0NDQK37eN9vs27ePXr161VtDa2nK/gDs3LmTmTNn8re//Y3w8PCWLtMlTdmX//3f/+WPf/wjISEhhISEsH37diZOnMgzzzzTGiVfUVP2JSoqioqKirplp9NJXl6e2/vJNmVfampqOHfuXN3y11OOORyOliu0hbSVv/+KKgfPvH+ICX/4lN0nivH38WTuhDje+vUNCqQi0qk0KZTOnTuXwMBAHnjggXq3q+/2WFNunaWkpFBSUlL3OnXqVN26m2++mZKSEv76178C8MwzzzB69Gg8PT2xWq1UV1d/6/MmTZrE9u3b2bx5MzU1NSxdupRx48Y1/H9AK2jK/pw7d46kpCSeeOIJhgwZQmlpKaWlpa1d+rc0ZV9ycnL46quv2LdvH/v27eMHP/gBL730Er/85S9bu/xLNGVf7rzzTt5++23++c9/kpeXR0pKCna7nRtuuKG1y79EU/blhhtuYNWqVaxcuZLXXnuNadOmcd1119G1a9fWLt9lbfnvf/Oh84x5bisrtx6jxmkwNj6cjx4Zwf03xeDlqYFMItLJNHZY/6ZNm4ygoCDjwIEDDW77y1/+0pg7d27dcnFxseHv79/gOld9c4qBdevWGX5+fkb37t2Nrl27GpmZmYZhGEafPn2MdevWXfYz/vznPxve3t5GWFiY0adPH+Ps2bONqqElNXZ/nnvuOQP41qstaMqx+U8jRoxoE1NCGUbT9uWdd94xrr76asPX19dISEgwtm/f3ooVX1lj96WiosJ46KGHjJ49exo+Pj7GiBEjjKNHj7Zy1fXjG1NCtcW//7MlFcb0/9lt9HniHaPPE+8Y1y3+yNh0oO2ce0REmpOrU0KZDMP1IcDHjx9n+PDhPPfcc9xzzz0Nbv/yyy+zdu3augEdW7Zs4YEHHuDw4cP1rnOV1WrFYrFQUlJCcHAwAPn5+ezevZvrr7+ebt26ufQ5R48eJSsrixEjRtR9TlvRlP1pq7QvbVNH2pemaM2/f4fT4PUvclm66TCl9ho8PUz8/Ia+zBzdnwBz2xnQJyLSnC6X1y7H5VBaUVHBkCFDuPHGGy+ZUzQgIACbzYafnx/e3t6XtCksLCQqKor33nuPm266ieTkZKKjo/njH/9Y77rm3kkREXfLzC8hdV0GX+WVAHB1VAiLpwwivqfOXSLSsbma11z+ab5x40aysrLIysrixRdfrHs/JyeHW265hfT0dJKTky9pExYWxrJlyxg3bhwWi4WAgIC6aZ/qWyci0lGU2mtYtimb1z7PxWlAkK8Xj48fyN3DeuPpoSmeRES+1qjb901V3+2x73LrTFdKRaStMgyDjQfOMv+tg5y1VgKQ9L2epE2Mo3uQr5urExFpPc1++74tUigVkbYor7icpzYc4OND5wHoHerPwuRERvTvfH12RUSa/fa9iIjUr9rh5OXtOaR/dISKagfeniYevPkqfn1rLL7enu4uT0SkTVMoFRFpBntOFDNnXQaHztoAGBYdyuIpicR2D3JzZSIi7YNCqYjId1BSXs0zHxxi7c6TAHTx9ybl9jh+NCRSz6oXEWkEhVIRkSYwDIO39p9m4TsHKSytAmDqkEhSb48jNMDHzdWJiLQ/CqUiIo2UW1jG3PWZbD9aCMBV3QJYNGUQw2Pa7uNWRUTaOoVSEREX2WscvLD1OH/afJSqGic+Xh48NDKWB0bEYPbSQCYRke9CoVRExAVfHCtizvoMjheUAXBTvzAWTk6kb1iAmysTEekYFEpFROpRVGpn0XtZvLk3H4CwQDPzkuJJGhyhgUwiIs1IoVRE5DKcToM39pxiyfuHuFhejckE91zbm8fGDcTi5+3u8kREOhyFUhGRbzh8zsbcdZnszL0AwMAeQSy+YxDf793FzZWJiHRcCqUiIv9WUeXgj58cYdW249Q4Dfy8PXlkTH/uvaEvXp4e7i5PRKRDUygVEQG2ZJ8nbUMmpy5UADA6LpwFkxPoFeLn5spERDoHhVIR6dTOWytZ8M5B3v3qDAARFl/mT0pgXEIPN1cmItK5KJSKSKfkcBqs+dcJnv0gG5u9Bg8T3HtDNLPG9CfQrFOjiEhr05lXRDqdzPwS5qzLYH9eCQDfi7SwaMogEntZ3FyZiEjnpVAqIp1Gmb2G5R8e5pXPcnAaEGT24rHxA7jn2j54emjOURERd1IoFZFOYeOBs8x/6wBnSioBmDA4gnkT4wkP9nVzZSIiAgqlItLB5V+s4KkNB/go6xwAUaF+LJycyC0Duru5MhER+U8KpSLSIdU4nLzyWS7PfXSY8ioHXh4mHrg5hodu7Yefj6e7yxMRkW9QKBWRDufLk8Wkrssk64wVgKF9u7BoyiD6hwe5uTIREbkShVIR6TBKKqp5duMh1vzrJIYBIf7epNw2kB8NicJDA5lERNo0hVIRafcMw+Ct/adZ+E4WhaV2AO74fi/m3B5H10Czm6sTERFXKJSKSLt2oqiMuesz+fRIIQAx3QJ4OjmR668Kc3NlIiLSGAqlItIuVdU4WbXtGH/85Cj2Gic+Xh78emQsD46IweylgUwiIu2NQqmItDs7jhcxd30mR8+XAnBDbFeeTh5EdFiAmysTEZGmUigVkXbjQlkVi9/L4v/tyQMgLNCHuRPimXx1T0wmDWQSEWnPFEpFpM0zDIM39uSx5L0sisurAbj72t48MW4gFn9vN1cnIiLNQaFURNq0o+dtpK7LZGfOBQAG9ghi0ZRBDOnTxc2ViYhIc1IoFZE2qbLawZ8+OcoL245R7TDw8/Zk5uh+/PzGaLw9PdxdnoiINDOFUhFpc7YdLiBtQyYnisoBuHVgdxZMSiAq1N/NlYmISEtRKBWRNuO8rZKF72Tx9v7TAPQI9mX+pHjGJfTQQCYRkQ6u0ffAioqKiI6OJjc3t8Ft58+fj8lk+tZry5YtACQlJV3y/ujRoxtbjoh0AE6nwes7TjBq2Vbe3n8aDxPce0NfPnp0BOMTIxRIRUQ6gUZdKS0sLCQpKcmlQArw5JNPMnPmzLrlkydPMnr0aK655hoA9uzZQ0ZGBpGRkQB4e2sUrUhnc/C0ldR1Gew7dRGAQb0sLJ4yiEGRFvcWJiIirapRoXTatGlMmzaNHTt2uLS9r68vvr6+dcuPP/44s2bNwmKxkJeXh2EYJCYmNq5iEekQyuw1pH90mJc/y8XhNAg0ezF7bH9+cl1fPD10ZVREpLNpVChdtWoVMTExl1z9dNXp06dZt24dOTk5AOzatQuHw0FkZCTFxcUkJSWxYsUKunTRNC8iHd2HB8/x1IZMTpdUAnD7oB7Mm5hAD4tvAy1FRKSjalSf0piYmCb/QytXruTuu+8mMDAQgOzsbIYMGcLGjRvZvXs3ubm5pKam1vsZdrsdq9V6yUtE2o/TFyt44K+7+cVfd3O6pJLILn688rOh/OWeIQqkIiKdnMkwDKPRjUwmcnJy6Nu3r0vbf31F9JNPPiEuLu6y22zdupWpU6dSUFBwxc+ZP38+CxYs+Nb7JSUlBAcHu1SLiLS+GoeTVz/PZfmHhymvcuDlYeL+m2J4eFQ//Hw83V2eiIi0IKvVisViaTCvtcqUUJs3byYsLOyKgRQgJCSEwsJC7HY7ZrP5stukpKTwyCOP1C1brVaioqKavV4RaT77Tl0k9c0MDp6pvbMxpE8XFk1JZGAP/ZAUEZH/0yqh9B//+AdTpky55L2pU6cye/Zshg8fDtT2Me3Ro8cVAymA2Wyud72ItB3WymqWbszm9R0nMAyw+Hnz5G0D+fEPovDQQCYREfmGZgmlVqsVPz+/K07p9MEHH/Daa69d8t7gwYOZNWsW6enpFBQUkJaWxowZM5qjHBFxI8MweDfjDL99+yDnbXYAplzTizkT4ggL1I9KERG5vGYJpYMHDyY9PZ3k5ORvrTt27BinT59m6NChl7yfkpLCiRMnGDNmDN27d2f69OmkpKQ0Rzki4iYni8pJ25DJ1sO1fcOjwwJ4OjmRG2LD3FyZiIi0dU0a6NRWuNpxVkRaVlWNkxc/Pc4fPj6CvcaJj6cH02+5ium3XIWvtwYyiYh0Zm1qoJOIdFy7ci+Q+mYGR86XAnD9VV15OjmRmG6Bbq5MRETaE4VSEWmS4rIqnnn/EH/ffQqArgE+zJkQx5RreulZ9SIi0mgKpSLSKIZh8M+9+Sx+L4sLZVUATBsaxZO3DSTE38fN1YmISHulUCoiLjt6vpS56zPYcfwCAAPCg1g0JZEf9A11c2UiItLeKZSKSIMqqx38ZfNRVm49TpXDia+3Bw+P6s/9N0Xj7dmopxWLiIhclkKpiNRr+5FC5q7PILeoHICRA7rx28mJRIX6u7kyERHpSBRKReSyCmx2nn73IBv2nQage5CZ+ZMSuC2xhwYyiYhIs1MoFZFLOJ0Ga3ed5HfvH8JaWYPJBP99XV8eHdufIN/LP7VNRETku1IoFZE6h85aSX0zg70nLwKQ2CuYxVMGMTgyxK11iYhIx6dQKiKUV9Xw/EdHeGl7Dg6nQYCPJ4+OHcBPr+uDlwYyiYhIK1AoFenkPs46x7wNB8i/WAHA+IQePDUpngiLn5srExGRzkShVKSTOlNSwYK3DvLBgbMA9Arx47eTExgVF+7mykREpDNSKBXpZGocTv76xQmWbcqmrMqBp4eJ+2+M5uHR/fD30SlBRETcQ99AIp3IV3kXSV2XQWa+FYBreoeweMog4iKC3VyZiIh0dgqlIp2ArbKaZZsO89cvcnEaEOzrxRO3DeSuob3x8NCcoyIi4n4KpSIdmGEYvJ95lgVvH+Cc1Q7A5Kt7MndCPN2CzG6uTkRE5P8olIp0UKculDNvQyabswsA6NvVn4XJidzUr5ubKxMREfk2hVKRDqba4eTFT4/zh4+PUFntxNvTxPQRVzFjZCy+3p7uLk9EROSyFEpFOpDduRdIXZfB4XOlAAyPCeXp5EHEdg90c2UiIiL1UygV6QAullfxuw8OsXbnKQBCA3yYc3scd3y/FyaTBjKJiEjbp1Aq0o4ZhsG6L/NZ9G4WRWVVANz5g0hSboujS4CPm6sTERFxnUKpSDt1vKCUuesz+fxYEQCx3QNZPGUQw6JD3VyZiIhI4ymUirQzldUOVmw5xootx6hyODF7efCbUf34xU0x+Hh5uLs8ERGRJlEoFWlHPj9ayNz1mRwvLANgRP9uLJycSO+u/m6uTERE5LtRKBVpBwpL7Sx6N4t1X+YD0C3IzFNJ8UwYFKGBTCIi0iEolIq0YU6nwd93n+KZ9w9RUlGNyQQ/Gd6H2eMGEOzr7e7yREREmo1CqUgblX3Wxpx1Gew+UQxAfEQwi+8YxNVRIe4tTEREpAUolIq0MRVVDp7/+AgvfXqcGqeBv48nj4zpz8+u74uXpwYyiYhIx6RQKtKGbD50nrQNmeQVVwAwNj6c+ZMS6Bni5+bKREREWpZCqUgbcM5ayYK3D/BexlkAelp8WTA5kTHx4W6uTEREpHUolIq4kcNp8PoXuSzddJhSew2eHiZ+fkNfZo7uT4BZf54iItJ56FtPxE0y80tIXZfBV3klAFwdFcLiKYOI7xns5spERERan0KpSCsrtdewbFM2r32ei9OAIF8vHh8/kLuH9cbTQ3OOiohI56RQKtJKDMNg44GzzH/rIGetlQAkfa8naRPj6B7k6+bqRERE3KvR88sUFRURHR1Nbm6uS9snJSVhMpnqXqNHj65bt3XrVuLi4ggLC2P58uWNLUWk3cgrLuf+13bzy//Zy1lrJb1D/Xnt58P4413XKJCKiIjQyCulhYWFJCUluRxIAfbs2UNGRgaRkZEAeHvXPoWmoKCASZMm8eijj3LXXXcxbdo0rrnmGkaOHNmYkkTatGqHk5e355D+0REqqh14e5p48Oar+PWtsfh6e7q7PBERkTajUaF02rRpTJs2jR07dri0fV5eHoZhkJiY+K11a9asISIigrS0NEwmE/PmzWP16tX1hlK73Y7dbq9btlqtjSlfpFXtOVHMnHUZHDprA2BYdCiLpyQS2z3IzZWJiIi0PY26fb9q1Soefvhhl7fftWsXDoeDyMhIAgICmDZtGsXFtY9M3L9/P7feeismU+3AjmHDhrF37956P2/JkiVYLJa6V1RUVGPKF2kVJeXVpLyZwQ9XfM6hsza6+Hvz+6mD+fsDwxVIRURErqBRoTQmJqZRH56dnc2QIUPYuHEju3fvJjc3l9TUVKD2Kmd0dHTdtsHBweTn59f7eSkpKZSUlNS9Tp061ah6RFqSYRhs2JfPqOVbWLvzJAA/GhLJx4/ewp0/iKr7ASYiIiLf1qKj75988kmefPLJuuXf/e53TJ06lRUrVuDl5YXZbK5b5+vrS3l5eb2fZzabL2kj0lbkFJaRtj6T7UcLAbiqWwCLpgxieExXN1cmIiLSPrTqlFAhISEUFhZit9sJDQ2loKCgbp3NZsPHx6c1yxH5zuw1DlZuOc6ftxylqsaJj5cHD42M5YERMZi9NJBJRETEVY2eEqoxpk6desmgqF27dtGjRw/MZjNDhw69ZN2+ffvo1atXS5Yj0qy+OFbEbc9/ynMfHaaqxslN/cLYNPNmHhrVT4FURESkkZollFqtVqqrq7/1/uDBg5k1axb/+te/eOedd0hLS2PGjBkATJo0ie3bt7N582ZqampYunQp48aNa45yRFpUUamdR/6xj7te3MHxgjLCAs384a5r+OvPh9E3LMDd5YmIiLRLzXL7fvDgwaSnp5OcnHzJ+ykpKZw4cYIxY8bQvXt3pk+fTkpKCgBhYWEsW7aMcePGYbFYCAgIYPXq1c1RjkiLcDoN3thziiXvH+JieTUmE9xzbW8eGzcQi5+3u8sTERFp10yGYRjuLODo0aNkZWUxYsQIgoODG9XWarVisVgoKSlpdFuRxjh8zsacdRnsyq2d0mxgjyAW3zGI7/fu4ubKRERE2jZX81qrDnS6nNjYWGJjY91dhshlVVQ5+OMnR1i17Tg1TgM/b08eGdOfe2/oi5dni3bJFhER6VTcHkpF2qot2edJ25DJqQsVAIyOC2fB5AR6hfi5uTIREZGOR6FU5BvOWytZ8M5B3v3qDAARFl/mT0pgXEIPN1cmIiLScSmUivybw2mw5l8nePaDbGz2GjxMcO8N0cwa059As/5UREREWpK+aUWAzPwS5qzLYH9eCQDfi7SwaMogEntZ3FyZiIhI56BQKp1amb2G5R8e5pXPcnAaEGT24rHxA7jn2j54euhZ9SIiIq1FoVQ6rY0HzjL/rQOcKakEYMLgCOZNjCc82NfNlYmIiHQ+CqXS6eRfrOCpDQf4KOscAFGhfiycnMgtA7q7uTIREZHOS6FUOo0ah5NXPsvluY8OU17lwMvDxAM3x/DQrf3w89Gz6kVERNxJoVQ6hS9PFpO6LpOsM1YAhvbtwqIpg+gfHuTmykRERAQUSqWDK6mo5tmNh1jzr5MYBoT4e5Ny20B+NCQKDw1kEhERaTMUSqVDMgyDt/afZuE7WRSW2gH44fcjSb19IF0DzW6uTkRERL5JoVQ6nBNFZcxdn8mnRwoBiOkWwKLkQVx3VVc3VyYiIiJXolAqHYa9xsGqrcf50+aj2Guc+Hh58OuRsTw4IgazlwYyiYiItGUKpdIh7DhexJx1GRwrKAPghtiuPJ08iOiwADdXJiIiIq5QKJV27UJZFYvfy+L/7ckDICzQh7SJ8Uz6Xk9MJg1kEhERaS8USqVdMgyDN/bkseS9LIrLqwG4+9rePDFuIBZ/bzdXJyIiIo2lUCrtztHzNlLXZbIz5wIAA3sEsWjKIIb06eLmykRERKSpFEql3aisdvCnT47ywrZjVDsM/Lw9mTm6Hz+/MRpvTw93lyciIiLfgUKptAvbDheQtiGTE0XlAIwa2J35kxKICvV3c2UiIiLSHBRKpU07b6tk4TtZvL3/NAA9gn2ZPymecQk9NJBJRESkA1EolTbJ6TRYs/Mkv//gELbKGjxM8N/X9+XRsQMINOs/WxERkY5G3+7S5hw8bSV1XQb7Tl0EYFAvC4unDGJQpMW9hYmIiEiLUSiVNqPMXkP6R4d5+bNcHE6DQLMXs8f25yfX9cXTQ7fqRUREOjKFUmkTPjx4jqc2ZHK6pBKA2wf1YN7EBHpYfN1cmYiIiLQGhVJxq9MXK5j/1gE2HTwHQGQXPxZOTmTkwO5urkxERERak0KpuEWNw8mrn+ey/MPDlFc58PIwcf9NMTw8qh9+Pp7uLk9ERERamUKptLp9py6S+mYGB89YARjSpwuLpiQysEewmysTERERd1EolVZjraxm6cZsXt9xAsMAi583T942kB//IAoPDWQSERHp1BRKpcUZhsG7GWf47dsHOW+zAzDlml7MmRBHWKDZzdWJiIhIW6BQKi3qZFE5aRsy2Xq4AIDosACeTk7khtgwN1cmIiIibYlCqbSIqhonL356nD98fAR7jRMfTw+m33IV02+5Cl9vDWQSERGRS3k0tkFRURHR0dHk5ua6tP2qVauIiIjA29ubsWPHcubMmbp1SUlJmEymutfo0aMbW460QTtzLjDhD5/y7MZs7DVOrr+qKx/MvIlZY/orkIqIiMhlNepKaWFhIUlJSS4H0u3bt5OWlsaaNWsYOHAgd999N7Nnz2bNmjUA7Nmzh4yMDCIjIwHw9vZuXPXSphSXVbHk/Sz+sTsPgK4BPsyZEMeUa3phMmkgk4iIiFxZo0LptGnTmDZtGjt27HBp++zsbFasWFF3BfTee+/lmWeeASAvLw/DMEhMTGxkydLWGIbBP/fms/i9LC6UVQFw17Aonhg/kBB/HzdXJyIiIu1Bo0LpqlWriImJYebMmS5tf999912ynJ2dTWxsLAC7du3C4XAQGRlJcXExSUlJrFixgi5dulzx8+x2O3a7vW7ZarU2pnxpAUfPlzJ3fQY7jl8AYEB4EIumJPKDvqFurkxERETak0b1KY2JiWnyP1RUVMQLL7zAjBkzgNqAOmTIEDZu3Mju3bvJzc0lNTW13s9YsmQJFoul7hUVFdXkeuS7qax2sHxTNrc//yk7jl/A19uDJ8YP5J3f3KhAKiIiIo1mMgzDaHQjk4mcnBz69u3rcpsf//jHlJaW8u677152/datW5k6dSoFBQVX/IzLXSmNioqipKSE4GA9Dai1bD9SyNz1GeQWlQMwckA3fjs5kahQfzdXJiIiIm2N1WrFYrE0mNdaZUqol19+mW3btrFv374rbhMSEkJhYSF2ux2z+fITqpvN5iuuk5ZXYLPz9LsH2bDvNADhwWaeSkrgtsQeGsgkIiIi30mjp4RqrJ07dzJz5kz+9re/ER4eXvf+1KlTLxkwtWvXLnr06KHQ2QY5nQZr/nWCUcu2sGHfaUwm+Nn1ffnokRHcPihCgVRERES+s2a5Umq1WvHz8/vWlE7nzp0jKSmJJ554giFDhlBaWgpAYGAggwcPZtasWaSnp1NQUEBaWlpdf1NpO7LOWJmzLoO9Jy8CkNgrmMVTBjE4MsStdYmIiEjH0iyhdPDgwaSnp5OcnHzJ+2vXruX8+fPMnTuXuXPn1r1vGAYpKSmcOHGCMWPG0L17d6ZPn05KSkpzlCPNoLyqhuc/OsJL23NwOA0CfDx5dOwAfnpdH7w8W/wCu4iIiHQyTRro1Fa42nFWGufjrHPM23CA/IsVAIxP6MFTk+KJsPi5uTIRERFpb9rUQCdpH86UVLDgrYN8cOAsAL1C/Pjt5ARGxYU30FJERETku1EoFWocTv76xQmWbcqmrMqBp4eJ+2+M5uHR/fD30X8iIiIi0vKUODq5r/Iukroug8z82qdjXdM7hMVTBhEXoe4QIiIi0noUSjspW2U1yzYd5q9f5OI0INjXiyduG8hdQ3vj4aEpnkRERKR1KZR2MoZh8H7mWRa8fYBz1tqnY02+uidzJ8TTLUhzxIqIiIh7KJR2IqculDNvQyabs2sf5dq3qz8LkxO5qV83N1cmIiIinZ1CaSdQ7XDy4qfH+cPHR6isduLtaWL6iKuYMTIWX29Pd5cnIiIiolDa0e3OvUDqugwOn6t9mtbwmFCeTh5EbPdAN1cmIiIi8n8USjuoi+VV/O6DQ6zdeQqA0AAf5twexx3f76Vn1YuIiEibo1DawRiGwbov81n0bhZFZVUA3PmDSFJui6NLgI+bqxMRERG5PIXSDuR4QSlz12fy+bEiAGK7B7J4yiCGRYe6uTIRERGR+imUdgCV1Q5WbDnGii3HqHI4MXt58JtR/fjFTTH4eHm4uzwRERGRBimUtnOfHy1k7vpMjheWATCifzcWTk6kd1d/N1cmIiIi4jqF0naqsNTOonezWPdlPgDdgsw8lRTPhEERGsgkIiIi7Y5CaTvjdBr8ffcpnnn/ECUV1ZhM8JPhfZg9bgDBvt7uLk9ERESkSRRK25HsszbmrMtg94liAOIjgll8xyCujgpxb2EiIiIi35FCaTtQUeXg+Y+P8NKnx6lxGvj7ePLImP787Pq+eHlqIJOIiIi0fwqlbdzmQ+dJ25BJXnEFAGPjw5k/KYGeIX5urkxERESk+SiUtlHnrJUsePsA72WcBaCnxZcFkxMZEx/u5spEREREmp9CaRvjcBq8/kUuSzcdptReg6eHiZ/f0JeZo/sTYNbhEhERkY5JKacNycwvIXVdBl/llQBwdVQIi6cMIr5nsJsrExEREWlZCqVtQKm9hmWbsnnt81ycBgT5evH4+IHcPaw3nh6ac1REREQ6PoVSNzIMg40HzjL/rYOctVYCkPS9nqRNjKN7kK+bqxMRERFpPQqlbpJXXM5TGw7w8aHzAPQO9efp5ERu7t/NzZWJiIiItD6F0lZW7XDy8vYc0j86QkW1A29PEw/efBW/vjUWX29Pd5cnIiIi4hYKpa1oz4li5qzL4NBZGwDDokNZPCWR2O5Bbq5MRERExL0USltBSXk1z3xwiLU7TwLQxd+blNvj+NGQSEwmDWQSERERUShtQYZh8Nb+0yx85yCFpVUA/GhIJCm3xxEa4OPm6kRERETaDoXSFpJTWEba+ky2Hy0E4KpuASyaMojhMV3dXJmIiIhI26NQ2szsNQ5WbjnOn7ccparGiY+XBw+NjOWBETGYvTSQSURERORyFEqb0RfHipizPoPjBWUA3NQvjIWTE+kbFuDmykRERETaNoXSZlBUamfRe1m8uTcfgLBAM/OS4kkaHKGBTCIiIiIuUCj9DpxOgzf2nGLJ+4e4WF6NyQT3XNubx8YNxOLn7e7yRERERNoNj8Y2KCoqIjo6mtzcXJe237p1K3FxcYSFhbF8+XKX17V1h8/Z+PGqL3jinxlcLK9mYI8g/jn9ep5OHqRAKiIiItJIjQqlhYWFTJw40eVAWlBQwKRJk7jrrrv44osvWLNmDZs3b25wXVtWUeXg9x8c4vbnP2VXbjF+3p7MuT2Odx66ke/37uLu8kRERETapUaF0mnTpjFt2jSXt1+zZg0RERGkpaXRr18/5s2bx+rVqxtc11ZtyT7P2PSt/GXLMWqcBqPjwvno0RH84uYYvDwbfdFZRERERP6tUUlq1apVPPzwwy5vv3//fm699da6wT7Dhg1j7969Da67ErvdjtVqveTVWv5nxwl+9souTl2oIMLiyws/GcJL//0DeoX4tVoNIiIiIh1Vo0JpTExMoz7carUSHR1dtxwcHEx+fn6D665kyZIlWCyWuldUVFSj6vkubh8UQVigD/fdGM2Hj4xgXEKPVvu3RURERDq6Fr3n7OXlhdlsrlv29fWlvLy8wXVXkpKSQklJSd3r1KlTLVP4ZYQG+LDlsZGkTYwn0KxJC0RERESaU4umq9DQUAoKCuqWbTYbPj4+Da67ErPZfEmQbW0KoyIiIiIto0WvlA4dOpQdO3bULe/bt49evXo1uE5EREREOpdmCaVWq5Xq6upvvT9p0iS2b9/O5s2bqampYenSpYwbN67BdSIiIiLSuTTL/ejBgweTnp5OcnLyJe+HhYWxbNkyxo0bh8ViISAgoG7ap/rWiYiIiEjnYjIMw2jpf+To0aNkZWUxYsQIgoODXV7XEKvVisVioaSkpNFtRURERKTluZrXWiWUthSFUhEREZG2zdW8pscQiYiIiIjbKZSKiIiIiNsplIqIiIiI2ymUioiIiIjbKZSKiIiIiNsplIqIiIiI2ymUioiIiIjbKZSKiIiIiNs1y2NG3eXref+tVqubKxERERGRy/k6pzX0vKZ2HUptNhsAUVFRbq5EREREROpjs9mwWCxXXN+uHzPqdDo5ffo0QUFBmEymFv/3rFYrUVFRnDp1So81bad0DNs3Hb/2T8ew/dMxbN/ccfwMw8Bms9GzZ088PK7cc7RdXyn18PAgMjKy1f/d4OBg/SG2czqG7ZuOX/unY9j+6Ri2b619/Oq7Qvo1DXQSEREREbdTKBURERERt1MobQSz2cxTTz2F2Wx2dynSRDqG7ZuOX/unY9j+6Ri2b235+LXrgU4iIiIi0jHoSqmIiIiIuJ1CqYiIiIi4nUKpiIiIiLidQqmIiIiIuJ1C6X/IzMxk6NChdOnShccee6zBZ7QCbN26lbi4OMLCwli+fHkrVCn1acoxXLVqFREREXh7ezN27FjOnDnTCpXK5TTl+H2turqaQYMGsWXLlpYrUBr0XY7htGnTeOihh1qwOnFFU47hs88+S3h4OMHBwfzwhz+kqKioFSqVKykqKiI6Oprc3FyXtm8rWUah9N/sdjtJSUkMGTKE3bt3c/DgQV599dV62xQUFDBp0iTuuusuvvjiC9asWcPmzZtbp2D5lqYcw+3bt5OWlsbrr79OTk4OlZWVzJ49u3UKlks05fj9p9///vdkZma2XIHSoO9yDDdu3Mgnn3zCwoULW7ZIqVdTjuG2bdt47bXX2LZtG3v37qWyspJHH320dQqWbyksLGTixIkuB9I2lWUMMQzDMNatW2d06dLFKCsrMwzDMPbt22fccMMN9bZ57rnnjAEDBhhOp9MwDMNYv369cc8997R4rXJ5TTmGL730kvHPf/6zbvnll182+vfv36J1yuU15fh97fDhw0ZISIjRt29fY/PmzS1YpdSnqcewvLzciImJMVavXt3SJUoDmnIMn332WeOxxx6rW3799deN6667rkXrlCsbNWqUkZ6ebgBGTk5Og9u3pSyjK6X/tn//foYPH46/vz8AgwcP5uDBgw22ufXWWzGZTAAMGzaMvXv3tnitcnlNOYb33Xcfd9xxR91ydnY2sbGxLVqnXF5Tjt/XHnzwQZ588kn69OnTkiVKA5p6DBcuXEhFRQVeXl588sknjbrlL82rKccwMTGRN998k2PHjnH+/HlWr17NmDFjWqNcuYxVq1bx8MMPu7x9W8oyCqX/ZrVaiY6Orls2mUx4enpSXFzscpvg4GDy8/NbtE65sqYcw/9UVFTECy+8wIwZM1qqRKlHU4/fK6+8QklJiW4XtgFNOYYnT55k+fLlxMbGcvLkSR577DHuuOMOBVM3acoxHD9+PP369SM2Npbw8HDKysp48sknW6NcuYyYmJhGbd+WsoxC6b95eXl965Fbvr6+lJeXu9ymoe2lZTXlGP6nGTNmcP311zNhwoSWKE8a0JTjV1BQQEpKCqtXr8bLy6ulS5QGNOUYvvrqq4SHh/Phhx8yd+5ctmzZwtatW/nwww9buly5jKYcw3/84x+cOHGCQ4cOUVRURGJiIv/1X//V0qVKM2lLWUZn8X8LDQ391iAJm82Gj49PvW0KCgpc3l5aVlOO4ddefvlltm3bxr59+1qoOmlIU47fzJkzue+++7j66qtbuDpxRVOOYV5eHqNGjar7UgwKCqJfv37k5OS0aK1yeU05hmvXrmX69OkMGDAAgPT0dCwWCxcvXiQkJKQly5Vm0JayjK6U/tvQoUPZsWNH3XJubi52u53Q0FCX2+zbt49evXq1aJ1yZU05hgA7d+5k5syZ/O1vfyM8PLyly5QraMrx+9///V/++Mc/EhISQkhICNu3b2fixIk888wzrVGyfENTjmFUVBQVFRV1y06nk7y8PPUPdpOmHMOamhrOnTtXt/z1tHoOh6PlCpVm06ayjFuGV7VB1dXVRrdu3YzXXnvNMAzDePDBB42JEycahmEYJSUlRlVV1bfaFBQUGL6+vsYnn3xiVFdXGxMmTDB+/etft2rd8n+acgzPnj1rdO/e3Xj66acNm81W95LW15Tjl5OTc8nr2muvNdauXWsUFxe3Zunyb005hocOHTICAgKM//f//p9x6tQp4/HHHze6du1qWK3WVq1dajXlGC5ZssTo1q2bsWLFCuPVV181rr76ao2+bwP4xuj79pBlFEr/w7p16ww/Pz+je/fuRteuXY3MzEzDMAyjT58+xrp16y7b5s9//rPh7e1thIWFGX369DHOnj3bihXLNzX2GD733HMG8K2XuEdT/gb/04gRIzQllJs15Ri+8847xtVXX234+voaCQkJxvbt21uxYvmmxh7DiooK46GHHjJ69uxp+Pj4GCNGjDCOHj3aylXLN30zlLaHLGMyDA1x/E/5+fns3r2b66+/nm7durnU5ujRo2RlZTFixAiCg4NbuEJpSFOOobQdOn7tn45h+6dj2Pm0hSyjUCoiIiIibqeBTiIiIiLidgqlIiIiIuJ2CqUiIiIi4nYKpSIiIiLidgqlIiIiIuJ2CqUiIiIi4nYKpSIiIiLidgqlIiIiIuJ2CqUiIiIi4nb/H7BMsi9fiMMtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "sub1 = fig.add_subplot(1, 1, 1)\n",
    "sub1.plot([0, 1], [1, 3])\n",
    "\n",
    "\n",
    "# 嵌套图\n",
    "sub2 = fig.add_subplot(2, 2, 1, facecolor='pink')\n",
    "sub2.plot([0, 1], [1, 3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98aff233",
   "metadata": {},
   "source": [
    "- 使用plt.axes()函数\n",
    "- 使用fig.add_axes()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "eeb76110",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21bb549d940>]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "# 图1\n",
    "x = np.linspace(0, 2 * np.pi, 100)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 嵌套图1\n",
    "# [left, bottom, width, height]\n",
    "sub1 = plt.axes([0.55, 0.55, 0.3, 0.3])\n",
    "sub1.plot(x, y, color='g')\n",
    "\n",
    "# 嵌套图2\n",
    "sub2 = fig.add_axes([0.18, 0.18, 0.3, 0.3])\n",
    "sub2.plot(x, y, color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0612473e",
   "metadata": {},
   "source": [
    "#### 双轴显示\n",
    "- MATLAB用的是plotyy e.g. plotyy(x1, y1, x2, y2)\n",
    "- 显然matplotlib的双轴作图不如MATLAB的方便"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "f73720a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4))\n",
    "\n",
    "x1 = np.linspace(0, 5, 100)\n",
    "y1 = np.exp(-x1 / 3)\n",
    "\n",
    "x2 = np.linspace(0, 5, 100)\n",
    "y2 = np.sin(2 * x2)\n",
    "\n",
    "# 图1\n",
    "sub1 = plt.gca() # 得到当前的轴域\n",
    "sub1.plot(x1, y1)\n",
    "sub1.set_xlabel('图1x')\n",
    "sub1.set_ylabel('图1y', color='b')\n",
    "sub1.tick_params(axis='y', labelcolor='b')\n",
    "\n",
    "# 图2\n",
    "sub2 = sub1.twinx() # 和图1 共享x轴\n",
    "sub2.plot(x2, y2, color='red')\n",
    "sub2.set_xlabel('图2x')# 公用x 设了也没用\n",
    "sub2.set_ylabel('sin(2x)', color='r')\n",
    "sub2.tick_params(axis='y', labelcolor='r')\n",
    "\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
